| 2012 | Constrained collective matrix factorization. | Yu-Jia Huang, Evan Wei Xiang, Rong Pan |
| 2012 | Distributed, real-time bayesian learning in online services. | Ralf Herbrich |
| 2012 | An open framework for multi-source, cross-domain personalisation with semantic interest graphs. | Benjamin Heitmann |
| 2012 | Context-aware music recommendation based on latenttopic sequential patterns. | Negar Hariri, Bamshad Mobasher, Robin D. Burke |
| 2012 | Using Crowdsourcing to Compare Document Recommendation Strategies for Conversations. | Maryam Habibi, Andrei Popescu-Belis |
| 2012 | Integrated content marketing. | James Griffin |
| 2012 | Aggregating content and network information to curate twitter user lists. | Derek Greene, Gavin Sheridan, Barry Smyth, Pdraig Cunningham |
| 2012 | Recommenders for the enterprise: event, contact, and group. | Abigail S. Gertner, Beth Lavender, James Winston |
| 2012 | RecSys'12 workshop on human decision making in recommender systems. | Marco de Gemmis, Alexander Felfernig, Pasquale Lops, Francesco Ricci, Giovanni Semeraro, Martijn C. Willemsen |
| 2012 | FReSET: an evaluation framework for folksonomy-based recommender systems. | Renato Domnguez Garca, Matthias Bender, Mojisola Anjorin, Christoph Rensing, Ralf Steinmetz |
| 2012 | Eliciting Stakeholder Preferences for Requirements Prioritization. | Alexander Felfernig, Gerald Ninaus, Florian Reinfrank |
| 2012 | When recommenders fail: predicting recommender failure for algorithm selection and combination. | Michael D. Ekstrand, John Riedl |
| 2012 | The demonstration of the reviewer's assistant. | Ruihai Dong, Markus Schaal, Michael P. O'Mahony, Kevin McCarthy, Barry Smyth |
| 2012 | Leveraging publication metadata and social data into FolkRank for scientific publication recommendation. | Stephan Doerfel, Robert Jschke, Andreas Hotho, Gerd Stumme |
| 2012 | Swarming to rank for recommender systems. | Ernesto Diaz-Aviles, Mihai Georgescu, Wolfgang Nejdl |
| 2012 | Real-time top-n recommendation in social streams. | Ernesto Diaz-Aviles, Lucas Drumond, Lars Schmidt-Thieme, Wolfgang Nejdl |
| 2012 | Local learning of item dissimilarity using content and link structure. | Abir De, Maunendra Sankar Desarkar, Niloy Ganguly, Pabitra Mitra |
| 2012 | User effort vs. accuracy in rating-based elicitation. | Paolo Cremonesi, Franca Garzotto, Roberto Turrin |
| 2012 | Decision-Making in Recommender Systems: The Role of User's Goals and Bounded Resources. | Paolo Cremonesi, Antonio Donatacci, Franca Garzotto, Roberto Turrin |
| 2012 | Personalizing the local mobile experience: workshop at RecSys 2012. | Henriette Cramer, Karen Church, Neal Lathia, Daniele Quercia |
| 2012 | On the Use of Weighted Mean Absolute Error in Recommender Systems. | Sergio Cleger-Tamayo, Juan M. Fernndez-Luna, Juan F. Huete |
| 2012 | CubeThat: news article recommender. | Sidharth Chhabra, Paul Resnick |
| 2012 | A system for twitter user list curation. | Igor Brigadir, Derek Greene, Padraig Cunningham |
| 2012 | TasteWeights: a visual interactive hybrid recommender system. | Svetlin Bostandjiev, John O'Donovan, Tobias Hllerer |
| 2012 | Remembering the stars?: effect of time on preference retrieval from memory. | Dirk G. F. M. Bollen, Mark P. Graus, Martijn C. Willemsen |